Works well with misspelled companies or nouns or phrases. For example; you're doing text analysis on twitter and a customer raves about Carlsburg beer. Only problem is he's enjoying their product while tweeting (something that happens only rarely, I'm sure) and wrote "clarsburg gprou". Not to worry!